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Interviews with scientists about the content and reward of collaborations, and classification of contributions of co-authors and scientists cited in acknowledgements, identified six types of research collaborations with distinct patterns of rewards; showed that about half of the collaborations are invisible in formal communication channels because they are not rewarded; and showed that about one third of the collaborations are rewarded only by acknowledgements.